Period
to 21 August 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Cambridge. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 21 August 2018 with a comparison to the same period over the previous 2 years.

Data Structures
Cambridgeshire > Cambridge
6 months to
21 Aug 2018
Same period 2017 Same period 2016
Rank 90 108 107
Rank change year-on-year +18 -1 +6
Permanent jobs citing Data Structures 67 62 50
As % of all permanent IT jobs advertised in Cambridge 2.63% 2.31% 2.04%
As % of the Miscellaneous category 4.66% 4.18% 3.97%
Number of salaries quoted 64 50 38
Cambridge median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - +25.00%
10th Percentile £40,000 £32,500 £31,675
90th Percentile £72,500 £68,750 £65,000
Cambridgeshire median annual salary £55,000 £50,000 £48,750
% change year-on-year +10.00% +2.56% +8.33%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 1,439 1,485 1,259
As % of all permanent IT jobs advertised in Cambridge 56.43% 55.41% 51.49%
Number of salaries quoted 909 1,123 1,010
Cambridge median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,500 £28,750 £26,250
90th Percentile £72,500 £72,500 £67,500
Cambridgeshire median annual salary £45,000 £45,000 £45,000

Data Structures
Job Vacancy Trend in Cambridge

Job postings citing Data Structures as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Data Structures in Cambridge

Data Structures
Salary Trend in Cambridge

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Cambridge.

Salary trend for Data Structures in Cambridge

Data Structures
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Data Structures in Cambridge over the 6 months to 21 August 2018.

Salary histogram for Data Structures in Cambridge

For the 6 months to 21 August 2018, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridge region with a requirement for Data Structures.

1 44 (65.67%) Algorithms
2 34 (50.75%) Software Engineering
3 30 (44.78%) Agile Software Development
4 26 (38.81%) Java
4 26 (38.81%) Git (software)
5 23 (34.33%) Unit Testing
6 21 (31.34%) NoSQL
7 20 (29.85%) C#
8 19 (28.36%) Multithreading
9 18 (26.87%) RESTful
9 18 (26.87%) OO
10 17 (25.37%) OOP
10 17 (25.37%) Continuous Integration
11 16 (23.88%) Microsoft Azure
11 16 (23.88%) JSON
11 16 (23.88%) Mathematics
11 16 (23.88%) Mercurial
11 16 (23.88%) Python
11 16 (23.88%) Docker
12 15 (22.39%) C++
12 15 (22.39%) Windows
13 14 (20.90%) MongoDB
13 14 (20.90%) Amazon AWS
14 13 (19.40%) Google
14 13 (19.40%) Machine Learning
14 13 (19.40%) HBase
14 13 (19.40%) Elasticsearch
14 13 (19.40%) Cloud Computing
14 13 (19.40%) Mathematical Modelling
15 12 (17.91%) Mapbox

Data Structures
Co-occurring IT Skills in Cambridge by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 13 (19.40%) Elasticsearch
2 5 (7.46%) Apache
3 3 (4.48%) Cloud Foundry
Applications
1 2 (2.99%) Microsoft Excel
Cloud Services
1 16 (23.88%) Microsoft Azure
2 14 (20.90%) Amazon AWS
3 13 (19.40%) Cloud Computing
4 2 (2.99%) Azure Data Factory
4 2 (2.99%) SaaS
5 1 (1.49%) Firebase
5 1 (1.49%) Google Cloud Platform
Communications & Networking
1 2 (2.99%) Broadband
1 2 (2.99%) HTTP
1 2 (2.99%) OpenFlow
1 2 (2.99%) TCP/IP
Database & Business Intelligence
1 21 (31.34%) NoSQL
2 14 (20.90%) MongoDB
3 13 (19.40%) HBase
4 9 (13.43%) MySQL
5 7 (10.45%) PostgreSQL
6 6 (8.96%) Big Data
7 5 (7.46%) Hadoop
7 5 (7.46%) Relational Database
8 2 (2.99%) Data Warehouse
8 2 (2.99%) Microsoft Analysis Services
8 2 (2.99%) Power BI
8 2 (2.99%) Redis
8 2 (2.99%) SQL Server
8 2 (2.99%) SQL Server Analysis Services
8 2 (2.99%) SQL Server Integration Services
8 2 (2.99%) SQL Server Reporting Services
Development Applications
1 26 (38.81%) Git (software)
2 16 (23.88%) Mercurial
3 6 (8.96%) Maven
4 1 (1.49%) Gradle
4 1 (1.49%) Subversion
General
1 4 (5.97%) Manufacturing
2 2 (2.99%) Banking
2 2 (2.99%) Retail
2 2 (2.99%) Telecoms
Job Titles
1 31 (46.27%) Developer
2 30 (44.78%) Software Engineer
3 13 (19.40%) C# Developer
4 12 (17.91%) iOS Developer
4 12 (17.91%) Objective-C Developer
4 12 (17.91%) UI Developer
4 12 (17.91%) UI/UX Developer
4 12 (17.91%) UX Developer
5 8 (11.94%) Python Engineer
5 8 (11.94%) Python Software Engineer
6 7 (10.45%) Machine Learning Engineer
6 7 (10.45%) Software Developer
7 5 (7.46%) C# Software Developer
7 5 (7.46%) C# Software Engineer
7 5 (7.46%) Developer/Software Engineer
7 5 (7.46%) Java Engineer
7 5 (7.46%) Java Software Engineer
7 5 (7.46%) JavaScript Engineer
8 4 (5.97%) Senior Developer
8 4 (5.97%) Team Leader
Libraries, Frameworks & Software Standards
1 18 (26.87%) RESTful
2 16 (23.88%) JSON
3 12 (17.91%) CSS
3 12 (17.91%) Google Maps API
3 12 (17.91%) HTML
3 12 (17.91%) jQuery
3 12 (17.91%) OAuth
3 12 (17.91%) OAuth2
4 11 (16.42%) Spring
5 9 (13.43%) HTML5
6 8 (11.94%) .NET
6 8 (11.94%) Web Services
7 7 (10.45%) .NET Framework
8 5 (7.46%) Apache Commons
8 5 (7.46%) Node.js
8 5 (7.46%) OSGi
8 5 (7.46%) REST
8 5 (7.46%) SOAP
8 5 (7.46%) WSDL
9 4 (5.97%) CSS3
Miscellaneous
1 44 (65.67%) Algorithms
2 12 (17.91%) Mobile App
2 12 (17.91%) User Experience
3 9 (13.43%) Computer Science
4 7 (10.45%) Analytical Skills
5 4 (5.97%) Mobile Payment
6 3 (4.48%) Enterprise Cloud
6 3 (4.48%) Greenfield Project
Operating Systems
1 15 (22.39%) Windows
2 12 (17.91%) Apple iOS
3 4 (5.97%) Debian
3 4 (5.97%) Linux
Processes & Methodologies
1 34 (50.75%) Software Engineering
2 30 (44.78%) Agile Software Development
3 23 (34.33%) Unit Testing
4 19 (28.36%) Multithreading
5 18 (26.87%) OO
6 17 (25.37%) Continuous Integration
6 17 (25.37%) OOP
7 16 (23.88%) Mathematics
8 13 (19.40%) Machine Learning
8 13 (19.40%) Mathematical Modelling
9 12 (17.91%) API Integration
9 12 (17.91%) Artificial Intelligence
9 12 (17.91%) iOS Development
9 12 (17.91%) Mobile Development
10 11 (16.42%) MVC
11 10 (14.93%) Test Automation
12 9 (13.43%) Problem-Solving
12 9 (13.43%) SDLC
13 5 (7.46%) Analytical Thinking
13 5 (7.46%) Due Diligence
Programming Languages
1 26 (38.81%) Java
2 20 (29.85%) C#
3 16 (23.88%) Python
4 15 (22.39%) C++
5 12 (17.91%) Apple Swift
5 12 (17.91%) JavaScript
5 12 (17.91%) Objective-C
6 9 (13.43%) SQL
7 2 (2.99%) T-SQL
7 2 (2.99%) VBA
8 1 (1.49%) Kotlin
Qualifications
1 10 (14.93%) Degree
2 5 (7.46%) Computer Science Degree
3 1 (1.49%) PhD
Quality Assurance & Compliance
1 2 (2.99%) QA
2 1 (1.49%) GCP
System Software
1 16 (23.88%) Docker
Systems Management
1 1 (1.49%) Kubernetes
Vendors
1 13 (19.40%) Google
2 12 (17.91%) Mapbox
3 5 (7.46%) Oracle
4 2 (2.99%) Capita
4 2 (2.99%) Microsoft
5 1 (1.49%) RedGate